Abstract
Genetic dissection of grain weight in bread wheat was undertaken through both genome-wide quantitative trait locus (QTL) interval mapping and association mapping. QTL interval mapping involved preparation of a framework linkage map consisting of 294 loci {194 simple sequence repeats (SSRs), 86 amplified fragment length polymorphisms (AFLPs) and 14 selective amplifications of microsatellite polymorphic loci (SAMPL)} using a bi-parental recombinant inbred line (RIL) mapping population derived from Rye Selection111 × Chinese Spring. Using the genotypic data and phenotypic data on grain weight (GW) of RILs collected over six environments, genome-wide single locus QTL analysis was conducted to identify main effect QTL. This led to identification of as many as ten QTL including four major QTL (three QTL were stable), each contributing >20% phenotypic variation (PV) for GW. The above study was supplemented with association mapping, which allowed identification of 11 new markers in the genomic regions that were not reported earlier to harbour any QTL for GW. It also allowed identification of closely linked markers for six known QTL, and validation of eight QTL reported earlier. The QTL identified through QTL interval mapping and association mapping may prove useful in marker-assisted selection (MAS) for the development of cultivars with high GW in bread wheat.
Similar content being viewed by others
References
Bernardo R, Yu J (2007) Prospects for genome wide selection for quantitative traits in maize. Crop Sci 47:1082–1090
Breseghello F, Sorrells ME (2006) Association mapping of kernel size and milling quality in wheat (Triticum aestivum L.) cultivars. Genetics 172:1165–1177
Campbell BT, Baenziger PS, Gill KS, Eskridge KM, Budak H, Erayman M, Dweikat I, Yen Y (2003) Identification of QTLs and environmental interactions associated with agronomic traits on chromosome 3A of wheat. Crop Sci 43:1493–1505
Charmet G, Robert N, Perretant MR, Gay G, Sourdille P, Groos C, Bernard S, Bernard M (1999) Marker-assisted recurrent selection for cumulating additive and interactive QTLs in recombinant inbred lines. Theor Appl Genet 99:1143–1148
Charmet G, Robert N, Perretant MR, Gay G, Sourdille P, Groos C, Bernard S, Bernard M (2001) Marker assisted recurrent selection for cumulating QTLs for bread-making related traits. Euphytica 119:89–93
Dholakia BB, Ammiraju JSS, Singh H, Lagu MD, Röder MS, Rao VS, Dhaliwal HS, Ranjekar PK, Gupta VS (2003) Molecular marker analysis of kernel size and shape in bread wheat. Plant Breed 122:392–395
Gegas VC, Nazari A, Griffiths S, Simmonds J, Fish L, Orford S, Sayers L, Doonan JH, Snape JW (2010) A genetic framework for grain size and shape variation in wheat. Plant Cell 22:1046–1056
Groos C, Robert N, Bervas E, Charmet G (2003) Genetic analysis of grain protein content, grain yield and thousand-kernel weight in bread wheat. Theor Appl Genet 106:1032–1040
Huang XQ, Coster H, Ganal MW, Roeder MS (2003) Advanced backcross QTL analysis for the identification of quantitative trait loci alleles from wild relatives of wheat (Triticum aestivum L.). Theor Appl Genet 106:1379–1389
Huang XQ, Kempf H, Ganal MW, Roeder MS (2004) Advanced backcross QTL analysis in progenies derived from a cross between a German elite winter wheat variety and a synthetic wheat (Triticum aestivum L.). Theor Appl Genet 109:933–943
Huang XQ, Cloutier S, Lycar L, Radovanovic N, Humphreys DG, Noll JS, Somers DJ, Brown PD (2006) Molecular detection of QTLs for agronomic and quality traits in a doubled haploid population derived from two Canadian wheats (Triticum aestivum L.). Theor Appl Genet 113:753–766
Jaiswal V, Mir RR, Mohan A, Balyan HS, Gupta PK (2011) Association mapping for pre-harvest sprouting tolerance in common wheat (Triticum aestivum L.). Euphytica (under review)
Kumar N, Kulwal PL, Gaur A, Tyagi AK, Khurana JP, Khurana P, Balyan HS, Gupta PK (2006) QTL analysis for grain weight in common wheat. Euphytica 151:135–144
Kumar A, Kumar J, Singh R, Garg T, Chuneja P, Balyan HS, Gupta PK (2009) QTL analysis for grain colour and pre-harvest sprouting in bread wheat. Plant Sci 177:114–122
Kundu S, Shoran J, Mishra B, Gupta RK (2006) Indian wheat varieties at a glance. Directorate of wheat research, Karnal-132001, India. Research Bulletin 21:p 447
Kunert A, Naz AA, Dedeck O, Pillen K, Léon J (2007) AB-QTL analysis in winter wheat: I. Synthetic hexaploid wheat (T. turgidum ssp. dicoccoides × T. tauschii) as a source of favourable alleles for milling and baking quality traits. Theor Appl Genet 115:683–695
Lander ES, Green P, Abrahamson J, Barlow A, Daly MJ, Lincoln SE, Newburg L (1987) MAPMAKER: an inter-active computer package for constructing primary genetic linkage maps of experimental and natural populations. Genomics 1:174–181
Li H, Ye GY, Wang J (2007) A modified algorithm for the improvement of composite interval mapping. Genetics 175:1–14
Li H, Ribaut J-M, Li Z, Wang J (2008) Inclusive composite interval mapping (ICIM) for digenic epistasis of quantitative traits in biparental populations. Theor Appl Genet 116:243–260
Marza F, Bai GH, Carver BF, Zhou WC (2005) Quantitative trait loci for yield and related traits in the wheat population Ning7840 × Clark. Theor Appl Genet 112:688–698
McCartney CA, Somers DJ, Humphreys DG, Lukow O, Ames N, Noll J, Cloutier S, McCallum BD (2005) Mapping quantitative trait loci controlling agronomic traits in the spring wheat cross RL4452× ‘AC Domain’. Genome 48:870–883
Mir RR, Kumar J, Balyan HS, Gupta PK (2011) A study of genetic diversity among Indian bread wheat (Triticum aestivum L.) cultivars released during last 100 years. Genet Resour Crop Evol. doi:10.1007/s10722-011-9713-6
Mohan A, Kulwal PL, Singh S, Kumar V, Mir RR, Kumar J, Prasad M, Balyan HS, Gupta PK (2009) Genome-wide QTL analysis for pre-harvest sprouting tolerance in bread wheat. Euphytica 168:319–329
Neumann K, Kobiljsdki B, Deneiae S, Varshney RK, Börner A (2011) Genome-association mapping- a case study in bread wheat (Triticum aestivum L.). Mol Breed 27:37–58
Pestsova E, Ganal MW, Röder MS (2000) Isolation and mapping of microsatellite markers specific for the D genome of bread wheat. Genome 43:689–697
Pritchard JK, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155:945–959
Quarrie SA, Steed A, Calestani C, Semikhodskii A, Lebreton C, Chinoy C, Steele N, Pljevljakusic D, Waterman E, Weyen J, Schondelmaier J, Habash DZ, Farmer P, Saker L, Clarkson DT, Abugalieva A, Yessimbekova M, Turuspekov Y, Tuberosa R, Sanguineti M-C, Hollington PA, Aragues R, Royo A, Dodig D (2005) A high-density genetic map of hexaploid wheat (Triticum aestivum L.) from the cross Chinese Spring × SQ1 and its use to compare QTLs for grain yield across a range of environments. Theor Appl Genet 110:865–880
Reif JC, Gowda M, Maurer HP, Longin CFH, Korzun V, Ebmeyer E, Bothe R, Pietsch C, Würschum T (2010) Association mapping for quality traits in soft winter wheat. Theor Appl Genet 122:961–970
Roeder MS, Korzun V, Wendehake K, Plaschke J, Tixier MH, Leroy P, Ganal MW (1998) A microsatellite map of wheat. Genetics 149:2007–2023
Roeder MS, Huang XQ, Borner A (2008) Fine mapping of the region on wheat chromosome 7D controlling grain weight. Funct Integr Genomics 8:79–86
Saghai-Maroof MA, Soliman KM, Jorgensen RA, Allard RW (1984) Ribosomal DNA spacer length polymorphisms in barley: Mendelian inheritance, chromosomal location, and population dynamics. Proc Natl Acad Sci USA 81:8014–8018
Shah MM, Gill KS, Baenziger PS, Yen Y, Kaeppler SM, Ariyarathne HM (1999) Molecular mapping of loci for agronomic traits on chromosome 3A of bread wheat. Crop Sci 39:1728–1732
Somers DJ, Isaac P, Edwards K (2004) A high-density microsatellite consensus map for bread wheat (Triticum aestivum L.). Theor Appl Genet 109:1105–1114
Song QJ, Shi JR, Singh S, Fickus EW, Costa JM, Lewis J, Bill BS, Ward R, Cregan PB (2005) Development and mapping of microsatellite (SSR) markers in wheat. Theor Appl Genet 110:550–560
Su Z, Hao C, Wang L, Dong Y, Zhang X (2010) Identification and development of a functional marker of TaGW2 associated with grain weight in bread wheat (Triticum aestivum L.). Theor Appl Genet 122:211–223
Sun XY, Wu K, Zhao Y, Kong FM, Han GZ, Jiang HM, Huang XJ, Li R-J, Wang H-G, Li S–S (2009) QTL analysis of kernel shape and weight using recombinant inbred lines in wheat. Euphytica 165:615–624
Varshney RK, Prasad M, Roy JK, Kumar Harjit-Singh N, Dhaliwal HS, Balyan HS, Gupta PK (2000) Identification of eight chromosomes and a microsatellite marker on 1AS associated with QTL for grain weight in bread wheat. Theor Appl Genet 100:1290–1294
Vos P, Hogers R, Bleeker M, Reijans M, van de Lee T, Hornes M, Frijters A, Pot J, Peleman J, Kulper M, Zabeau M (1995) AFLP: a new technique for DNA fingerprinting. Nucleic Acids Res 23:4407–4414
Wang D, Shi J, Cailson, Cregan PB, Ward RW, Diers BW (2003) A low cost, high-throughput polyacrylamide gel electrophoresis system for genotyping with microsatellite DNA markers. Crop Sci 43:1828–1832
Wang RX, Hai L, Zhang XY, You GX, Yan CS, Xiao SH (2009) QTL mapping for grain filling rate and yield-related traits in RILs of the Chinese winter wheat population Heshangmai × Yu8679. Theor Appl Genet 118:313–325
Yao J, Wang L, Liu L, Zhao C, Zheng Y (2009) Association mapping of agronomic traits on chromosome 2A of wheat. Genetica 137:67–75
Acknowledgments
Thanks are due to Department of Biotechnology (DBT), Government of India for providing financial support to carry out this study. Financial support was also received from the DST through FIST-program and from the University Grants Commission (UGC), New Delhi through SAP-DRS program. R.R.M. was awarded Senior Research Fellowships (SRF) by Council of Scientific & Industrial Research (CSIR), New Delhi and P.K.G. was earlier awarded a position of INSA Honorary Scientist and later a position of NASI Senior Scientist.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
11032_2011_9693_MOESM1_ESM.tif
Supplementary material 1 (TIFF 19703 kb) Population structure plot of 230 Indian bread wheat cultivars based on 42 unlinked SSRs. Different vertical bars represent different individuals and 13 sub-groups represent 13 sub-populations
11032_2011_9693_MOESM2_ESM.tif
Supplementary material 2 (TIFF 6226 kb) Comparative map positions of a specific genomic region (indicated by vertical line) on chromosome 4D harbouring QTL for six important traits including grain weight. Using markers from the corresponding genomic region from the map of Somers et al. (2004) in association mapping, one marker (Xwmc89) indicated with a star showed significant association with GW and is close, placed at a distance of 2 cM to the closest available marker Xwmc48
Rights and permissions
About this article
Cite this article
Mir, R.R., Kumar, N., Jaiswal, V. et al. Genetic dissection of grain weight in bread wheat through quantitative trait locus interval and association mapping. Mol Breeding 29, 963–972 (2012). https://doi.org/10.1007/s11032-011-9693-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11032-011-9693-4